1. lp-spaces
Let F (N) be the space of all sequence of real numbers. In class, we have shown that F(N) forms a real vector space. Let 1 ≤ p < ∞ and let lp(N) be the subset of F(N) consisting of sequences a = such that P∞
n=1|a(n)|p < ∞.
Lemma 1.1. The subset lp(N) forms a vector subspace of F(N).
Proof. It is easy to see that 0 ∈ lp(N). Let a ∈ lp(N) and k ∈ R. By the property of convergence of infinite series,P∞
n=1|ka(n)|p = |k|pP∞
n=1|a(n)|p < ∞. Hence ka ∈ lp(N). If a, b ∈ lp(N), by Minkowski inequality for infinite series, we have
n
X
n=1
|a(n) + b(n)|p
!1/p
≤
n
X
n=1
|a(n)|p
!1/p
+
n
X
n=1
|b(n)|p
!1/p
< ∞.
Hence a + b ∈ lp(N).
For each a ∈ lp(N), we set
kakp =
∞
X
n=1
|a(n)|p
!1/p
.
Lemma 1.2. Let (xn) be a sequence of real numbers such that xn≤ M for any n ≥ 1. If (xn) is convergent to x in R, then x ≤ M.
Proof. Exercise.
Theorem 1.1. lp(N) with k · kp is a Banach space over R.
Proof. By the property of convergence of infinite series, kkakp= |k|kakp. (This is also shown in the previous lemma). For any a, b ∈ lp(N), the Minkowski inequality for infinite series is exactly the triangle inequality: ka + bkp ≤ kakp+ kbkp. By definition, kakp ≥ 0. Now let us prove that kakp = 0 if and only if a = 0. For each n ∈ N and each m ∈ N with m ≥ n, we have
|a(n)|p ≤
m
X
n=1
|a(n)|p ≤
∞
X
n=1
|a(n)|p= kakpp. Hence for each i ∈ N, one has
(1.1) |a(n)| ≤ kakp.
Hence kakp = 0, then |a(n)| = 0 for any n ∈ N and hence a(n) = 0 for any n ∈ N. This shows that a = 0 by definition. If a = 0, it is obvious that kakp = 0. We prove that k · kp defines a norm on lp(N).
Let us prove that lp(N) is complete with respect to the norm k · kp. Let (ai)∞i=1 be a Cauchy sequence in lp(N). For any > 0 there exists N ∈ N such that kai− ajkp < /2 whenever i, j ≥ N. By (1.1), we have
|ai(n) − aj(n)| ≤ kai− ajkp< 2
whenever i, j ≥ N. This shows that the sequence (ai(n))∞i=1 of real numbers is a Cauchy sequence in R for any n ∈ N. Let us denote a(n) to be the limit of (ai(n))∞i=1, i.e.
i→∞lim ai(n) = a(n).
Hence we obtain a sequence of real numbers a : N → R. Let us show that a ∈ lp(N).
1
2
Since (ai)∞i=1 is a Cauchy sequence in lp(N), it is bounded in lp(N). There exists M > 0 such that
kaikp ≤ M for any i ≥ 1.
For any m ≥ 1, we have
m
X
n=1
|ai(n)|p≤
∞
X
n=1
|ai(n)|p = kaikpp≤ Mp.
Since (ai(n))∞i=1 is convergent in R for each n ∈ N, by the property of limit,
i→∞lim
m
X
n=1
|ai(n)|p =
m
X
n=1
|a(n)|p. By Lemma 1.2, Pm
n=1|a(n)|p ≤ Mp for any m ≥ 1. By Lemma 1.2 again, (consider xm = Pm
n=1|a(n)|p for each m ≥ 1.)
∞
X
n=1
|a(n)|p ≤ Mp < ∞.
This implies that a ∈ lp(N). Now let us prove that (ai)∞i=1 is convergent to a in lp(N). For each m ≥ 1 and any i, j ≥ N,
m
X
n=1
|ai(n) − aj(m)|p≤ kai− ajkpp <
2
p
. For any m ≥ 1, and any i, j ≥ N, Pm
n=1|ai(n) − aj(n)|p< (/2)p. By Lemma 1.2, for any i ≥ N,
m
X
n=1
|ai(n) − a(n)|p = lim
j→∞
m
X
n=1
|ai(n) − aj(n)|p≤ 2
p
. Therefore for each m ≥ 1, and for i ≥ N, we have
m
X
n=1
|ai(n) − a(n)|p≤ 2
p
. By Lemma 1.2 again, (taking m → ∞,), for i ≥ N,
∞
X
n=1
|ai(n) − a(n)|p = lim
m→∞
m
X
n=1
|ai(n) − a(n)|p ≤ 2
p
. This implies that kai− ak ≤ /2 < for i ≥ N. We prove that limi→∞ai = a.